Round 241

Round UUID: 58ce947d-74ed-4915-b72f-a4519557c27a

Prompt:

Evaluate whether the treatment will be a success or failure based on the following rules. Apply the rules in sequential order and stop at the first matching rule:

Rule 1: If Histogen_Complex is Beta AND TcQ_mass > 45,000, predict Success.

Rule 2: If Histogen_Complex is Beta AND TcQ_mass between 30,000 and 45,000, predict Success.

Rule 3: If Histogen_Complex is Beta AND TcQ_mass between 25,000 and 30,000:
   - If Cohort is Delhi, predict Success.
   - If Treatment_Months < 120, predict Success.
   - Otherwise, predict Failure.

Rule 4: If Histogen_Complex is Beta AND TcQ_mass < 25,000, predict Failure.

Rule 5: If Histogen_Complex is Delta AND Genetic_Class_A_Matches + Genetic_Class_B_Matches ≥ 5, predict Success if TcQ_mass < 50,000, otherwise predict Failure.

Rule 6: If Histogen_Complex is Delta AND Sex is female AND TcQ_mass > 50,000, predict Failure regardless of other factors.

Rule 7: If Histogen_Complex is Delta AND Sex is female AND (TcQ_mass between 7,800 and 8,100):
   - If Cohort is Delhi, predict Success.
   - Otherwise, predict Failure.

Rule 8: If Histogen_Complex is Delta AND Sex is female AND TcQ_mass < 7,800:
   - If Cohort is Lisbon AND Treatment_Months < 90, predict Success.
   - Otherwise, predict Failure unless Cohort is Delhi.

Rule 9: If Histogen_Complex is Delta AND Sex is male AND TcQ_mass between 7,500 and 25,000:
   - If Cohort is Lisbon, predict Success.
   - If Cohort is not Lisbon AND Treatment_Months < 85, predict Success.
   - Otherwise, predict Failure.

Rule 10: If Histogen_Complex is Delta AND TcQ_mass < 8,000 AND Treatment_Months > 85:
   - If Cohort is Delhi, predict Success.
   - Otherwise, predict Failure.

Rule 11: If Histogen_Complex is Omicron AND Treatment_Months > 150, predict Failure.

Rule 12: If Histogen_Complex is Omicron AND Treatment_Months between 120 and 150:
   - If Sex is male, predict Success.
   - Otherwise, predict Failure.

Rule 13: If Histogen_Complex is Omicron AND Treatment_Months < 120:
   - If Genetic_Class_A_Matches ≥ 2 OR Genetic_Class_B_Matches ≥ 2, predict Success.
   - If Genetic_Class_A_Matches + Genetic_Class_B_Matches ≥ 2, predict Success.
   - Otherwise, predict Failure.

Rule 14: If Cohort is Delhi AND TcQ_mass > 40,000, predict Success unless contradicted by Rules 5 or 6.

Rule 15: If Cohort is Delhi AND TcQ_mass < 10,000 AND Treatment_Months < 80, predict Success unless contradicted by a previous rule.

Rule 16: If none of the above rules apply, predict Success if Genetic_Class_A_Matches + Genetic_Class_B_Matches ≥ 3, otherwise predict Failure.

• Inferences: 891
• Created: 2025-07-19 18:33:55.790112+00:00
• First inference: 2025-07-19 18:34:14.572076+00:00
• Last inference: 2025-07-19 18:55:42.299561+00:00
• Completed: yes
• Train accuracy: 0.648876404494382 (KT 0.188)
• Validation accuracy: 0.7058823529411765 (KT 0.151)
• Test accuracy: 0.7058823529411765 (KT 0.151)